Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 144 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.3 KiB |
| Average record size in memory | 236.9 B |
Variable types
| Numeric | 25 |
|---|
water_supply is highly overall correlated with Total_Population and 15 other fields | High correlation |
Total_Population is highly overall correlated with water_supply and 16 other fields | High correlation |
Households is highly overall correlated with water_supply and 16 other fields | High correlation |
Population_per_Households is highly overall correlated with water_supply and 16 other fields | High correlation |
Male_Population is highly overall correlated with water_supply and 16 other fields | High correlation |
Female_Population is highly overall correlated with water_supply and 15 other fields | High correlation |
Population_aging_Ratio is highly overall correlated with water_supply and 16 other fields | High correlation |
Power_usage is highly overall correlated with Total_Population and 11 other fields | High correlation |
Num_of_Business is highly overall correlated with water_supply and 14 other fields | High correlation |
Business_above_100 is highly overall correlated with water_supply and 15 other fields | High correlation |
complex_area is highly overall correlated with water_supply and 16 other fields | High correlation |
annual_household_income is highly overall correlated with water_supply and 13 other fields | High correlation |
High_School_Graduate_num is highly overall correlated with water_supply and 16 other fields | High correlation |
High_School_Graduate_ratio is highly overall correlated with water_supply and 16 other fields | High correlation |
personal_expense is highly overall correlated with water_supply and 16 other fields | High correlation |
benefits_vs_personal_expense is highly overall correlated with water_supply and 14 other fields | High correlation |
employment_ratio is highly overall correlated with water_supply and 15 other fields | High correlation |
employment_insurance_ratio is highly overall correlated with water_supply and 15 other fields | High correlation |
Average_Temp is highly overall correlated with Power_usage and 3 other fields | High correlation |
Monthly_Rainfall is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Relative_Humadity is highly overall correlated with Monthly_Rainfall | High correlation |
Ground_Temp is highly overall correlated with Power_usage and 3 other fields | High correlation |
Average_Pressure is highly overall correlated with Power_usage and 3 other fields | High correlation |
water_supply has unique values | Unique |
Population_per_Households has unique values | Unique |
Power_usage has unique values | Unique |
employment_insurance_ratio has unique values | Unique |
Reproduction
| Analysis started | 2023-08-30 08:56:52.863956 |
|---|---|
| Analysis finished | 2023-08-30 08:57:36.999664 |
| Duration | 44.14 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
water_supply
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36240.294 |
| Minimum | 29786.548 |
|---|---|
| Maximum | 45115.71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 29786.548 |
|---|---|
| 5-th percentile | 31019.589 |
| Q1 | 33193.5 |
| median | 35786.177 |
| Q3 | 38589.73 |
| 95-th percentile | 42439.942 |
| Maximum | 45115.71 |
| Range | 15329.161 |
| Interquartile range (IQR) | 5396.2298 |
Descriptive statistics
| Standard deviation | 3653.0063 |
|---|---|
| Coefficient of variation (CV) | 0.10079958 |
| Kurtosis | -0.66387139 |
| Mean | 36240.294 |
| Median Absolute Deviation (MAD) | 2671.3167 |
| Skewness | 0.37346969 |
| Sum | 5218602.3 |
| Variance | 13344455 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31840 | 1 | 0.7% |
| 30426.92857 | 1 | 0.7% |
| 38161.93333 | 1 | 0.7% |
| 37466.12903 | 1 | 0.7% |
| 37219.36667 | 1 | 0.7% |
| 36358.03226 | 1 | 0.7% |
| 37411.06452 | 1 | 0.7% |
| 40510.57143 | 1 | 0.7% |
| 38308.51613 | 1 | 0.7% |
| 37906.43333 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 29786.54839 | 1 | |
| 30171.36667 | 1 | |
| 30226.09677 | 1 | |
| 30303.46667 | 1 | |
| 30426.92857 | 1 | |
| 30755.25806 | 1 | |
| 30878.23333 | 1 | |
| 30978.58065 | 1 | |
| 31251.96667 | 1 | |
| 31307.51613 | 1 |
| Value | Count | Frequency (%) |
| 45115.70968 | 1 | |
| 45046.25806 | 1 | |
| 44031.32258 | 1 | |
| 43739.7 | 1 | |
| 43490.83333 | 1 | |
| 43390.16129 | 1 | |
| 42811.58065 | 1 | |
| 42466.96667 | 1 | |
| 42286.8 | 1 | |
| 42158.63333 | 1 |
Total_Population
Real number (ℝ)
| Distinct | 142 |
|---|---|
| Distinct (%) | 98.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123094.18 |
| Minimum | 114483 |
|---|---|
| Maximum | 128425 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 114483 |
|---|---|
| 5-th percentile | 115444.35 |
| Q1 | 120228.25 |
| median | 124080 |
| Q3 | 126477 |
| 95-th percentile | 127856.8 |
| Maximum | 128425 |
| Range | 13942 |
| Interquartile range (IQR) | 6248.75 |
Descriptive statistics
| Standard deviation | 3823.3867 |
|---|---|
| Coefficient of variation (CV) | 0.031060662 |
| Kurtosis | -0.62468842 |
| Mean | 123094.18 |
| Median Absolute Deviation (MAD) | 2571 |
| Skewness | -0.66136991 |
| Sum | 17725562 |
| Variance | 14618286 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 125951 | 2 | 1.4% |
| 126477 | 2 | 1.4% |
| 127073 | 1 | 0.7% |
| 121447 | 1 | 0.7% |
| 122394 | 1 | 0.7% |
| 122240 | 1 | 0.7% |
| 122059 | 1 | 0.7% |
| 121894 | 1 | 0.7% |
| 121742 | 1 | 0.7% |
| 121575 | 1 | 0.7% |
| Other values (132) | 132 |
| Value | Count | Frequency (%) |
| 114483 | 1 | |
| 114662 | 1 | |
| 114769 | 1 | |
| 114942 | 1 | |
| 115155 | 1 | |
| 115239 | 1 | |
| 115305 | 1 | |
| 115431 | 1 | |
| 115520 | 1 | |
| 115573 | 1 |
| Value | Count | Frequency (%) |
| 128425 | 1 | |
| 128300 | 1 | |
| 128270 | 1 | |
| 128095 | 1 | |
| 128068 | 1 | |
| 127899 | 1 | |
| 127893 | 1 | |
| 127870 | 1 | |
| 127782 | 1 | |
| 127675 | 1 |
Households
Real number (ℝ)
| Distinct | 142 |
|---|---|
| Distinct (%) | 98.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55845.306 |
| Minimum | 52494 |
|---|---|
| Maximum | 58048 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 52494 |
|---|---|
| 5-th percentile | 52571.9 |
| Q1 | 54965 |
| median | 56101.5 |
| Q3 | 56754 |
| 95-th percentile | 57824.95 |
| Maximum | 58048 |
| Range | 5554 |
| Interquartile range (IQR) | 1789 |
Descriptive statistics
| Standard deviation | 1391.7764 |
|---|---|
| Coefficient of variation (CV) | 0.024921994 |
| Kurtosis | -0.01639693 |
| Mean | 55845.306 |
| Median Absolute Deviation (MAD) | 1017.5 |
| Skewness | -0.56256566 |
| Sum | 8041724 |
| Variance | 1937041.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 55190 | 2 | 1.4% |
| 56617 | 2 | 1.4% |
| 52494 | 1 | 0.7% |
| 56645 | 1 | 0.7% |
| 56650 | 1 | 0.7% |
| 56695 | 1 | 0.7% |
| 56679 | 1 | 0.7% |
| 56633 | 1 | 0.7% |
| 56663 | 1 | 0.7% |
| 56644 | 1 | 0.7% |
| Other values (132) | 132 |
| Value | Count | Frequency (%) |
| 52494 | 1 | |
| 52537 | 1 | |
| 52539 | 1 | |
| 52541 | 1 | |
| 52542 | 1 | |
| 52557 | 1 | |
| 52558 | 1 | |
| 52565 | 1 | |
| 52611 | 1 | |
| 53666 | 1 |
| Value | Count | Frequency (%) |
| 58048 | 1 | |
| 58030 | 1 | |
| 57990 | 1 | |
| 57989 | 1 | |
| 57969 | 1 | |
| 57957 | 1 | |
| 57881 | 1 | |
| 57826 | 1 | |
| 57819 | 1 | |
| 57753 | 1 |
Population_per_Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2070825 |
| Minimum | 1.9722127 |
|---|---|
| Maximum | 2.4207147 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.9722127 |
|---|---|
| 5-th percentile | 2.0012102 |
| Q1 | 2.1184114 |
| median | 2.2132741 |
| Q3 | 2.3012812 |
| 95-th percentile | 2.4058453 |
| Maximum | 2.4207147 |
| Range | 0.4485021 |
| Interquartile range (IQR) | 0.18286981 |
Descriptive statistics
| Standard deviation | 0.11997539 |
|---|---|
| Coefficient of variation (CV) | 0.054359269 |
| Kurtosis | -0.87388236 |
| Mean | 2.2070825 |
| Median Absolute Deviation (MAD) | 0.090896934 |
| Skewness | -0.18842547 |
| Sum | 317.81987 |
| Variance | 0.014394094 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.420714748 | 1 | 0.7% |
| 2.416853762 | 1 | 0.7% |
| 2.165068094 | 1 | 0.7% |
| 2.161394528 | 1 | 0.7% |
| 2.15881471 | 1 | 0.7% |
| 2.15670707 | 1 | 0.7% |
| 2.155262833 | 1 | 0.7% |
| 2.152957592 | 1 | 0.7% |
| 2.148527258 | 1 | 0.7% |
| 2.146261806 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 1.972212652 | 1 | |
| 1.975909013 | 1 | |
| 1.979117089 | 1 | |
| 1.983228946 | 1 | |
| 1.989512966 | 1 | |
| 1.993099154 | 1 | |
| 1.996519661 | 1 | |
| 2.000467921 | 1 | |
| 2.005416291 | 1 | |
| 2.005811447 | 1 |
| Value | Count | Frequency (%) |
| 2.420714748 | 1 | |
| 2.416853762 | 1 | |
| 2.415615067 | 1 | |
| 2.41548505 | 1 | |
| 2.413303651 | 1 | |
| 2.41201439 | 1 | |
| 2.408891934 | 1 | |
| 2.406106725 | 1 | |
| 2.404364106 | 1 | |
| 2.378136234 | 1 |
Male_Population
Real number (ℝ)
| Distinct | 143 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61592.889 |
| Minimum | 57147 |
|---|---|
| Maximum | 64296 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 57147 |
|---|---|
| 5-th percentile | 57752.2 |
| Q1 | 60117.5 |
| median | 62065.5 |
| Q3 | 63149.75 |
| 95-th percentile | 64013.05 |
| Maximum | 64296 |
| Range | 7149 |
| Interquartile range (IQR) | 3032.25 |
Descriptive statistics
| Standard deviation | 1942.9221 |
|---|---|
| Coefficient of variation (CV) | 0.031544585 |
| Kurtosis | -0.59681175 |
| Mean | 61592.889 |
| Median Absolute Deviation (MAD) | 1256.5 |
| Skewness | -0.65549311 |
| Sum | 8869376 |
| Variance | 3774946.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 62989 | 2 | 1.4% |
| 63799 | 1 | 0.7% |
| 60880 | 1 | 0.7% |
| 61301 | 1 | 0.7% |
| 61259 | 1 | 0.7% |
| 61204 | 1 | 0.7% |
| 61120 | 1 | 0.7% |
| 61042 | 1 | 0.7% |
| 60956 | 1 | 0.7% |
| 60763 | 1 | 0.7% |
| Other values (133) | 133 |
| Value | Count | Frequency (%) |
| 57147 | 1 | |
| 57269 | 1 | |
| 57304 | 1 | |
| 57426 | 1 | |
| 57567 | 1 | |
| 57624 | 1 | |
| 57674 | 1 | |
| 57742 | 1 | |
| 57810 | 1 | |
| 57835 | 1 |
| Value | Count | Frequency (%) |
| 64296 | 1 | |
| 64222 | 1 | |
| 64219 | 1 | |
| 64146 | 1 | |
| 64119 | 1 | |
| 64067 | 1 | |
| 64029 | 1 | |
| 64015 | 1 | |
| 64002 | 1 | |
| 64000 | 1 |
Female_Population
Real number (ℝ)
| Distinct | 141 |
|---|---|
| Distinct (%) | 97.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61501.292 |
| Minimum | 57336 |
|---|---|
| Maximum | 64129 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 57336 |
|---|---|
| 5-th percentile | 57692.15 |
| Q1 | 60113.75 |
| median | 62014.5 |
| Q3 | 63047.25 |
| 95-th percentile | 63861.6 |
| Maximum | 64129 |
| Range | 6793 |
| Interquartile range (IQR) | 2933.5 |
Descriptive statistics
| Standard deviation | 1884.4197 |
|---|---|
| Coefficient of variation (CV) | 0.030640327 |
| Kurtosis | -0.65162776 |
| Mean | 61501.292 |
| Median Absolute Deviation (MAD) | 1285.5 |
| Skewness | -0.65426973 |
| Sum | 8856186 |
| Variance | 3551037.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 63949 | 2 | 1.4% |
| 63044 | 2 | 1.4% |
| 62962 | 2 | 1.4% |
| 60684 | 1 | 0.7% |
| 61135 | 1 | 0.7% |
| 61036 | 1 | 0.7% |
| 60939 | 1 | 0.7% |
| 60852 | 1 | 0.7% |
| 60786 | 1 | 0.7% |
| 60695 | 1 | 0.7% |
| Other values (131) | 131 |
| Value | Count | Frequency (%) |
| 57336 | 1 | |
| 57393 | 1 | |
| 57465 | 1 | |
| 57516 | 1 | |
| 57588 | 1 | |
| 57615 | 1 | |
| 57631 | 1 | |
| 57689 | 1 | |
| 57710 | 1 | |
| 57738 | 1 |
| Value | Count | Frequency (%) |
| 64129 | 1 | |
| 64078 | 1 | |
| 64051 | 1 | |
| 63949 | 2 | |
| 63897 | 1 | |
| 63878 | 1 | |
| 63870 | 1 | |
| 63814 | 1 | |
| 63733 | 1 | |
| 63621 | 1 |
Male_Female_Ratio
Real number (ℝ)
| Distinct | 143 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.001465 |
| Minimum | 0.99639035 |
|---|---|
| Maximum | 1.0106353 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.99639035 |
|---|---|
| 5-th percentile | 0.99819611 |
| Q1 | 0.99959442 |
| median | 1.0005895 |
| Q3 | 1.0027635 |
| 95-th percentile | 1.0088872 |
| Maximum | 1.0106353 |
| Range | 0.014244907 |
| Interquartile range (IQR) | 0.0031691089 |
Descriptive statistics
| Standard deviation | 0.0029281571 |
|---|---|
| Coefficient of variation (CV) | 0.0029238737 |
| Kurtosis | 1.816321 |
| Mean | 1.001465 |
| Median Absolute Deviation (MAD) | 0.0012984691 |
| Skewness | 1.3396283 |
| Sum | 144.21096 |
| Variance | 8.5741042 × 10-6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.00042883 | 2 | 1.4% |
| 1.008297247 | 1 | 0.7% |
| 1.003048027 | 1 | 0.7% |
| 1.002600504 | 1 | 0.7% |
| 1.002028298 | 1 | 0.7% |
| 1.002752474 | 1 | 0.7% |
| 1.002970183 | 1 | 0.7% |
| 1.00312233 | 1 | 0.7% |
| 1.002796697 | 1 | 0.7% |
| 1.001301826 | 1 | 0.7% |
| Other values (133) | 133 |
| Value | Count | Frequency (%) |
| 0.9963903469 | 1 | |
| 0.9965429059 | 1 | |
| 0.9967036417 | 1 | |
| 0.9967060159 | 1 | |
| 0.9971982946 | 1 | |
| 0.9978394578 | 1 | |
| 0.9981554469 | 1 | |
| 0.9981758772 | 1 | |
| 0.9983107841 | 1 | |
| 0.998435218 | 1 |
| Value | Count | Frequency (%) |
| 1.010635254 | 1 | |
| 1.010515782 | 1 | |
| 1.010074526 | 1 | |
| 1.009610353 | 1 | |
| 1.009436502 | 1 | |
| 1.009348751 | 1 | |
| 1.009314999 | 1 | |
| 1.008991325 | 1 | |
| 1.008297247 | 1 | |
| 1.007216073 | 1 |
Population_aging_Ratio
Real number (ℝ)
| Distinct | 82 |
|---|---|
| Distinct (%) | 56.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.576389 |
| Minimum | 19.2 |
|---|---|
| Maximum | 27.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 19.2 |
|---|---|
| 5-th percentile | 19.4 |
| Q1 | 20.375 |
| median | 22.25 |
| Q3 | 24.3 |
| 95-th percentile | 27.185 |
| Maximum | 27.8 |
| Range | 8.6 |
| Interquartile range (IQR) | 3.925 |
Descriptive statistics
| Standard deviation | 2.4866915 |
|---|---|
| Coefficient of variation (CV) | 0.11014567 |
| Kurtosis | -0.86748529 |
| Mean | 22.576389 |
| Median Absolute Deviation (MAD) | 1.95 |
| Skewness | 0.45550442 |
| Sum | 3251 |
| Variance | 6.1836344 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19.5 | 11 | 7.6% |
| 19.4 | 7 | 4.9% |
| 23.3 | 4 | 2.8% |
| 21.9 | 4 | 2.8% |
| 20.3 | 3 | 2.1% |
| 22.2 | 3 | 2.1% |
| 22.6 | 3 | 2.1% |
| 20.9 | 3 | 2.1% |
| 20.7 | 3 | 2.1% |
| 23.4 | 3 | 2.1% |
| Other values (72) | 100 |
| Value | Count | Frequency (%) |
| 19.2 | 1 | 0.7% |
| 19.3 | 2 | 1.4% |
| 19.4 | 7 | |
| 19.5 | 11 | |
| 19.6 | 3 | 2.1% |
| 19.7 | 1 | 0.7% |
| 19.8 | 1 | 0.7% |
| 20 | 2 | 1.4% |
| 20.1 | 3 | 2.1% |
| 20.2 | 2 | 1.4% |
| Value | Count | Frequency (%) |
| 27.8 | 1 | |
| 27.7 | 1 | |
| 27.6 | 1 | |
| 27.5 | 1 | |
| 27.4 | 1 | |
| 27.3 | 2 | |
| 27.2 | 1 | |
| 27.1 | 1 | |
| 27 | 2 | |
| 26.8 | 1 |
Power_usage
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0622147 × 108 |
| Minimum | 73762000 |
|---|---|
| Maximum | 1.4726689 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 73762000 |
|---|---|
| 5-th percentile | 83114450 |
| Q1 | 93615216 |
| median | 1.0488663 × 108 |
| Q3 | 1.1741349 × 108 |
| 95-th percentile | 1.3385684 × 108 |
| Maximum | 1.4726689 × 108 |
| Range | 73504888 |
| Interquartile range (IQR) | 23798277 |
Descriptive statistics
| Standard deviation | 15915753 |
|---|---|
| Coefficient of variation (CV) | 0.14983555 |
| Kurtosis | -0.55368328 |
| Mean | 1.0622147 × 108 |
| Median Absolute Deviation (MAD) | 11925176 |
| Skewness | 0.29234738 |
| Sum | 1.5295891 × 1010 |
| Variance | 2.5331118 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 107303000 | 1 | 0.7% |
| 104995000 | 1 | 0.7% |
| 102172007 | 1 | 0.7% |
| 89085212 | 1 | 0.7% |
| 112345415 | 1 | 0.7% |
| 125423782 | 1 | 0.7% |
| 140753884 | 1 | 0.7% |
| 142369435 | 1 | 0.7% |
| 124561573 | 1 | 0.7% |
| 106985810 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 73762000 | 1 | |
| 77871000 | 1 | |
| 78668000 | 1 | |
| 79722000 | 1 | |
| 80761000 | 1 | |
| 80897000 | 1 | |
| 80918000 | 1 | |
| 83033000 | 1 | |
| 83576000 | 1 | |
| 84574000 | 1 |
| Value | Count | Frequency (%) |
| 147266888 | 1 | |
| 142369435 | 1 | |
| 140753884 | 1 | |
| 140431941 | 1 | |
| 139050006 | 1 | |
| 135282932 | 1 | |
| 134496768 | 1 | |
| 134226623 | 1 | |
| 131761377 | 1 | |
| 131472375 | 1 |
Num_of_Business
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4500.0903 |
| Minimum | 2952 |
|---|---|
| Maximum | 7320 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2952 |
|---|---|
| 5-th percentile | 3248.05 |
| Q1 | 3761.75 |
| median | 4561.5 |
| Q3 | 5026.25 |
| 95-th percentile | 6035.3 |
| Maximum | 7320 |
| Range | 4368 |
| Interquartile range (IQR) | 1264.5 |
Descriptive statistics
| Standard deviation | 838.12774 |
|---|---|
| Coefficient of variation (CV) | 0.18624687 |
| Kurtosis | 0.38798984 |
| Mean | 4500.0903 |
| Median Absolute Deviation (MAD) | 571 |
| Skewness | 0.47717843 |
| Sum | 648013 |
| Variance | 702458.11 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4247 | 2 | 1.4% |
| 4939 | 2 | 1.4% |
| 4340 | 2 | 1.4% |
| 4119 | 2 | 1.4% |
| 5160 | 1 | 0.7% |
| 5196 | 1 | 0.7% |
| 5247 | 1 | 0.7% |
| 5310 | 1 | 0.7% |
| 5277 | 1 | 0.7% |
| 5369 | 1 | 0.7% |
| Other values (130) | 130 |
| Value | Count | Frequency (%) |
| 2952 | 1 | |
| 2989 | 1 | |
| 3000 | 1 | |
| 3062 | 1 | |
| 3137 | 1 | |
| 3215 | 1 | |
| 3218 | 1 | |
| 3235 | 1 | |
| 3322 | 1 | |
| 3346 | 1 |
| Value | Count | Frequency (%) |
| 7320 | 1 | |
| 6962 | 1 | |
| 6427 | 1 | |
| 6361 | 1 | |
| 6316 | 1 | |
| 6220 | 1 | |
| 6094 | 1 | |
| 6047 | 1 | |
| 5969 | 1 | |
| 5798 | 1 |
Business_above_100
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.548611 |
| Minimum | 24 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 24 |
|---|---|
| 5-th percentile | 25.15 |
| Q1 | 30 |
| median | 33.5 |
| Q3 | 37.25 |
| 95-th percentile | 41 |
| Maximum | 44 |
| Range | 20 |
| Interquartile range (IQR) | 7.25 |
Descriptive statistics
| Standard deviation | 5.045014 |
|---|---|
| Coefficient of variation (CV) | 0.15037922 |
| Kurtosis | -0.99233265 |
| Mean | 33.548611 |
| Median Absolute Deviation (MAD) | 3.5 |
| Skewness | 0.019823697 |
| Sum | 4831 |
| Variance | 25.452166 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 30 | 13 | 9.0% |
| 31 | 12 | 8.3% |
| 33 | 10 | 6.9% |
| 37 | 10 | 6.9% |
| 28 | 10 | 6.9% |
| 35 | 10 | 6.9% |
| 36 | 9 | 6.2% |
| 26 | 8 | 5.6% |
| 41 | 8 | 5.6% |
| 38 | 8 | 5.6% |
| Other values (11) | 46 |
| Value | Count | Frequency (%) |
| 24 | 1 | 0.7% |
| 25 | 7 | |
| 26 | 8 | |
| 27 | 2 | 1.4% |
| 28 | 10 | |
| 29 | 5 | 3.5% |
| 30 | 13 | |
| 31 | 12 | |
| 32 | 4 | 2.8% |
| 33 | 10 |
| Value | Count | Frequency (%) |
| 44 | 1 | 0.7% |
| 43 | 2 | 1.4% |
| 42 | 4 | 2.8% |
| 41 | 8 | |
| 40 | 6 | |
| 39 | 7 | |
| 38 | 8 | |
| 37 | 10 | |
| 36 | 9 | |
| 35 | 10 |
complex_area
Real number (ℝ)
| Distinct | 20 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2658893.4 |
| Minimum | 2284950 |
|---|---|
| Maximum | 2905652 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2284950 |
|---|---|
| 5-th percentile | 2285686 |
| Q1 | 2417647 |
| median | 2890862 |
| Q3 | 2905469 |
| 95-th percentile | 2905652 |
| Maximum | 2905652 |
| Range | 620702 |
| Interquartile range (IQR) | 487822 |
Descriptive statistics
| Standard deviation | 277322.96 |
|---|---|
| Coefficient of variation (CV) | 0.10430014 |
| Kurtosis | -1.8012459 |
| Mean | 2658893.4 |
| Median Absolute Deviation (MAD) | 14790 |
| Skewness | -0.34796651 |
| Sum | 3.8288065 × 108 |
| Variance | 7.6908026 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 2890862 | 33 | |
| 2287007 | 18 | |
| 2905652 | 16 | |
| 2285686 | 9 | 6.2% |
| 2417647 | 9 | 6.2% |
| 2905469 | 9 | 6.2% |
| 2905478 | 8 | 5.6% |
| 2417861 | 7 | 4.9% |
| 2905479 | 7 | 4.9% |
| 2420513 | 5 | 3.5% |
| Other values (10) | 23 |
| Value | Count | Frequency (%) |
| 2284950 | 3 | 2.1% |
| 2285686 | 9 | |
| 2286183 | 3 | 2.1% |
| 2287007 | 18 | |
| 2296252 | 2 | 1.4% |
| 2417647 | 9 | |
| 2417861 | 7 | 4.9% |
| 2420512 | 3 | 2.1% |
| 2420513 | 5 | 3.5% |
| 2420760 | 2 | 1.4% |
| Value | Count | Frequency (%) |
| 2905652 | 16 | |
| 2905479 | 7 | 4.9% |
| 2905478 | 8 | 5.6% |
| 2905469 | 9 | 6.2% |
| 2902355 | 1 | 0.7% |
| 2901372 | 1 | 0.7% |
| 2890945 | 2 | 1.4% |
| 2890862 | 33 | |
| 2889720 | 4 | 2.8% |
| 2591601 | 2 | 1.4% |
annual_household_income
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 547.25 |
| Minimum | 434 |
|---|---|
| Maximum | 762 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 434 |
|---|---|
| 5-th percentile | 434 |
| Q1 | 494 |
| median | 526.5 |
| Q3 | 569 |
| 95-th percentile | 762 |
| Maximum | 762 |
| Range | 328 |
| Interquartile range (IQR) | 75 |
Descriptive statistics
| Standard deviation | 89.973539 |
|---|---|
| Coefficient of variation (CV) | 0.1644103 |
| Kurtosis | 0.52857016 |
| Mean | 547.25 |
| Median Absolute Deviation (MAD) | 38 |
| Skewness | 1.0953513 |
| Sum | 78804 |
| Variance | 8095.2378 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 528 | 12 | |
| 497 | 12 | |
| 525 | 12 | |
| 561 | 12 | |
| 434 | 12 | |
| 451 | 12 | |
| 485 | 12 | |
| 504 | 12 | |
| 550 | 12 | |
| 593 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 434 | 12 | |
| 451 | 12 | |
| 485 | 12 | |
| 497 | 12 | |
| 504 | 12 | |
| 525 | 12 | |
| 528 | 12 | |
| 550 | 12 | |
| 561 | 12 | |
| 593 | 12 |
| Value | Count | Frequency (%) |
| 762 | 12 | |
| 677 | 12 | |
| 593 | 12 | |
| 561 | 12 | |
| 550 | 12 | |
| 528 | 12 | |
| 525 | 12 | |
| 504 | 12 | |
| 497 | 12 | |
| 485 | 12 |
High_School_Graduate_num
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1786 |
| Minimum | 1371 |
|---|---|
| Maximum | 1928 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1371 |
|---|---|
| 5-th percentile | 1371 |
| Q1 | 1750 |
| median | 1852 |
| Q3 | 1889.5 |
| 95-th percentile | 1928 |
| Maximum | 1928 |
| Range | 557 |
| Interquartile range (IQR) | 139.5 |
Descriptive statistics
| Standard deviation | 162.98458 |
|---|---|
| Coefficient of variation (CV) | 0.091256762 |
| Kurtosis | 1.2512118 |
| Mean | 1786 |
| Median Absolute Deviation (MAD) | 58.5 |
| Skewness | -1.5456064 |
| Sum | 257184 |
| Variance | 26563.972 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1924 | 12 | |
| 1887 | 12 | |
| 1928 | 12 | |
| 1855 | 12 | |
| 1897 | 12 | |
| 1859 | 12 | |
| 1832 | 12 | |
| 1849 | 12 | |
| 1744 | 12 | |
| 1752 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 1371 | 12 | |
| 1534 | 12 | |
| 1744 | 12 | |
| 1752 | 12 | |
| 1832 | 12 | |
| 1849 | 12 | |
| 1855 | 12 | |
| 1859 | 12 | |
| 1887 | 12 | |
| 1897 | 12 |
| Value | Count | Frequency (%) |
| 1928 | 12 | |
| 1924 | 12 | |
| 1897 | 12 | |
| 1887 | 12 | |
| 1859 | 12 | |
| 1855 | 12 | |
| 1849 | 12 | |
| 1832 | 12 | |
| 1752 | 12 | |
| 1744 | 12 |
High_School_Graduate_ratio
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2566004 |
| Minimum | 1.1126179 |
|---|---|
| Maximum | 1.4693487 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.1126179 |
|---|---|
| 5-th percentile | 1.1126179 |
| Q1 | 1.1636914 |
| median | 1.214957 |
| Q3 | 1.3297331 |
| 95-th percentile | 1.4693487 |
| Maximum | 1.4693487 |
| Range | 0.35673073 |
| Interquartile range (IQR) | 0.16604169 |
Descriptive statistics
| Standard deviation | 0.10974494 |
|---|---|
| Coefficient of variation (CV) | 0.087334798 |
| Kurtosis | -0.77781157 |
| Mean | 1.2566004 |
| Median Absolute Deviation (MAD) | 0.060929203 |
| Skewness | 0.65534008 |
| Sum | 180.95045 |
| Variance | 0.012043952 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1.154861945 | 12 | |
| 1.112617925 | 12 | |
| 1.163548582 | 12 | |
| 1.163739021 | 12 | |
| 1.205975842 | 12 | |
| 1.213446475 | 12 | |
| 1.216467463 | 12 | |
| 1.324498567 | 12 | |
| 1.276720351 | 12 | |
| 1.432542927 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 1.112617925 | 12 | |
| 1.154861945 | 12 | |
| 1.163548582 | 12 | |
| 1.163739021 | 12 | |
| 1.205975842 | 12 | |
| 1.213446475 | 12 | |
| 1.216467463 | 12 | |
| 1.276720351 | 12 | |
| 1.324498567 | 12 | |
| 1.345436703 | 12 |
| Value | Count | Frequency (%) |
| 1.469348659 | 12 | |
| 1.432542927 | 12 | |
| 1.345436703 | 12 | |
| 1.324498567 | 12 | |
| 1.276720351 | 12 | |
| 1.216467463 | 12 | |
| 1.213446475 | 12 | |
| 1.205975842 | 12 | |
| 1.163739021 | 12 | |
| 1.163548582 | 12 |
personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59521472 |
| Minimum | 42448436 |
|---|---|
| Maximum | 85134538 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 42448436 |
|---|---|
| 5-th percentile | 42448436 |
| Q1 | 48761436 |
| median | 57753720 |
| Q3 | 67787163 |
| 95-th percentile | 85134538 |
| Maximum | 85134538 |
| Range | 42686102 |
| Interquartile range (IQR) | 19025727 |
Descriptive statistics
| Standard deviation | 13413668 |
|---|---|
| Coefficient of variation (CV) | 0.22535847 |
| Kurtosis | -0.8670742 |
| Mean | 59521472 |
| Median Absolute Deviation (MAD) | 9724505.5 |
| Skewness | 0.47667593 |
| Sum | 8.571092 × 109 |
| Variance | 1.7992648 × 1014 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 42448436 | 12 | |
| 42577040 | 12 | |
| 47159202 | 12 | |
| 49295514 | 12 | |
| 52844276 | 12 | |
| 55480482 | 12 | |
| 60026957 | 12 | |
| 61950197 | 12 | |
| 66608213 | 12 | |
| 71324014 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 42448436 | 12 | |
| 42577040 | 12 | |
| 47159202 | 12 | |
| 49295514 | 12 | |
| 52844276 | 12 | |
| 55480482 | 12 | |
| 60026957 | 12 | |
| 61950197 | 12 | |
| 66608213 | 12 | |
| 71324014 | 12 |
| Value | Count | Frequency (%) |
| 85134538 | 12 | |
| 79408800 | 12 | |
| 71324014 | 12 | |
| 66608213 | 12 | |
| 61950197 | 12 | |
| 60026957 | 12 | |
| 55480482 | 12 | |
| 52844276 | 12 | |
| 49295514 | 12 | |
| 47159202 | 12 |
benefits_vs_personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.216667 |
| Minimum | 63.3 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 63.3 |
|---|---|
| 5-th percentile | 63.3 |
| Q1 | 70.15 |
| median | 97.7 |
| Q3 | 99.15 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 36.7 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 14.778467 |
|---|---|
| Coefficient of variation (CV) | 0.16752466 |
| Kurtosis | -1.3996719 |
| Mean | 88.216667 |
| Median Absolute Deviation (MAD) | 2.1 |
| Skewness | -0.73262284 |
| Sum | 12703.2 |
| Variance | 218.40308 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 63.3 | 12 | |
| 67.2 | 12 | |
| 70.4 | 12 | |
| 69.4 | 12 | |
| 96.8 | 12 | |
| 98.6 | 12 | |
| 99.6 | 12 | |
| 99.9 | 12 | |
| 99 | 12 | |
| 100 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 63.3 | 12 | |
| 67.2 | 12 | |
| 69.4 | 12 | |
| 70.4 | 12 | |
| 95.7 | 12 | |
| 96.8 | 12 | |
| 98.6 | 12 | |
| 98.7 | 12 | |
| 99 | 12 | |
| 99.6 | 12 |
| Value | Count | Frequency (%) |
| 100 | 12 | |
| 99.9 | 12 | |
| 99.6 | 12 | |
| 99 | 12 | |
| 98.7 | 12 | |
| 98.6 | 12 | |
| 96.8 | 12 | |
| 95.7 | 12 | |
| 70.4 | 12 | |
| 69.4 | 12 |
employment_ratio
Real number (ℝ)
| Distinct | 142 |
|---|---|
| Distinct (%) | 98.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21285.819 |
| Minimum | 15722 |
|---|---|
| Maximum | 26281 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 15722 |
|---|---|
| 5-th percentile | 16748.8 |
| Q1 | 18858.75 |
| median | 21218.5 |
| Q3 | 23544 |
| 95-th percentile | 25750.3 |
| Maximum | 26281 |
| Range | 10559 |
| Interquartile range (IQR) | 4685.25 |
Descriptive statistics
| Standard deviation | 2842.691 |
|---|---|
| Coefficient of variation (CV) | 0.13354858 |
| Kurtosis | -1.0832702 |
| Mean | 21285.819 |
| Median Absolute Deviation (MAD) | 2371 |
| Skewness | -0.032028262 |
| Sum | 3065158 |
| Variance | 8080892.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20499 | 2 | 1.4% |
| 25011 | 2 | 1.4% |
| 22419 | 1 | 0.7% |
| 22660 | 1 | 0.7% |
| 22657 | 1 | 0.7% |
| 22794 | 1 | 0.7% |
| 22348 | 1 | 0.7% |
| 22149 | 1 | 0.7% |
| 22547 | 1 | 0.7% |
| 15722 | 1 | 0.7% |
| Other values (132) | 132 |
| Value | Count | Frequency (%) |
| 15722 | 1 | |
| 15904 | 1 | |
| 16336 | 1 | |
| 16566 | 1 | |
| 16610 | 1 | |
| 16658 | 1 | |
| 16674 | 1 | |
| 16747 | 1 | |
| 16759 | 1 | |
| 16764 | 1 |
| Value | Count | Frequency (%) |
| 26281 | 1 | |
| 26229 | 1 | |
| 26221 | 1 | |
| 26100 | 1 | |
| 25991 | 1 | |
| 25940 | 1 | |
| 25887 | 1 | |
| 25795 | 1 | |
| 25497 | 1 | |
| 25450 | 1 |
employment_insurance_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17378374 |
| Minimum | 0.12372416 |
|---|---|
| Maximum | 0.2292041 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.12372416 |
|---|---|
| 5-th percentile | 0.13213519 |
| Q1 | 0.14888033 |
| median | 0.17110386 |
| Q3 | 0.19555666 |
| 95-th percentile | 0.22307004 |
| Maximum | 0.2292041 |
| Range | 0.10547994 |
| Interquartile range (IQR) | 0.046676334 |
Descriptive statistics
| Standard deviation | 0.028599154 |
|---|---|
| Coefficient of variation (CV) | 0.16456749 |
| Kurtosis | -1.0328439 |
| Mean | 0.17378374 |
| Median Absolute Deviation (MAD) | 0.023125197 |
| Skewness | 0.19258596 |
| Sum | 25.024859 |
| Variance | 0.00081791161 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1237241586 | 1 | 0.7% |
| 0.1252037001 | 1 | 0.7% |
| 0.1848724413 | 1 | 0.7% |
| 0.1850412028 | 1 | 0.7% |
| 0.1862346193 | 1 | 0.7% |
| 0.1828206806 | 1 | 0.7% |
| 0.1814614244 | 1 | 0.7% |
| 0.184972189 | 1 | 0.7% |
| 0.1887105518 | 1 | 0.7% |
| 0.1897100555 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.1237241586 | 1 | |
| 0.1252037001 | 1 | |
| 0.128717084 | 1 | |
| 0.1305313918 | 1 | |
| 0.1309109752 | 1 | |
| 0.1313282257 | 1 | |
| 0.131613046 | 1 | |
| 0.1321312561 | 1 | |
| 0.1321575126 | 1 | |
| 0.1325259297 | 1 |
| Value | Count | Frequency (%) |
| 0.2292040955 | 1 | |
| 0.2284676176 | 1 | |
| 0.2281933497 | 1 | |
| 0.2266510356 | 1 | |
| 0.2254108668 | 1 | |
| 0.2250974063 | 1 | |
| 0.2242638459 | 1 | |
| 0.2232946676 | 1 | |
| 0.2217971227 | 1 | |
| 0.2206138112 | 1 |
Average_Temp
Real number (ℝ)
| Distinct | 113 |
|---|---|
| Distinct (%) | 78.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.657639 |
| Minimum | -5.8 |
|---|---|
| Maximum | 27.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 19 |
| Negative (%) | 13.2% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -5.8 |
|---|---|
| 5-th percentile | -1.585 |
| Q1 | 3.725 |
| median | 13.15 |
| Q3 | 21.9 |
| 95-th percentile | 26.5 |
| Maximum | 27.9 |
| Range | 33.7 |
| Interquartile range (IQR) | 18.175 |
Descriptive statistics
| Standard deviation | 9.7393914 |
|---|---|
| Coefficient of variation (CV) | 0.76944772 |
| Kurtosis | -1.3510945 |
| Mean | 12.657639 |
| Median Absolute Deviation (MAD) | 8.75 |
| Skewness | -0.080384912 |
| Sum | 1822.7 |
| Variance | 94.855745 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21.9 | 3 | 2.1% |
| 17.8 | 3 | 2.1% |
| 7.7 | 3 | 2.1% |
| 1.2 | 3 | 2.1% |
| 22.4 | 3 | 2.1% |
| 20.7 | 3 | 2.1% |
| 25.1 | 2 | 1.4% |
| 20.4 | 2 | 1.4% |
| 2.1 | 2 | 1.4% |
| 7.2 | 2 | 1.4% |
| Other values (103) | 118 |
| Value | Count | Frequency (%) |
| -5.8 | 1 | |
| -3.6 | 1 | |
| -3.2 | 1 | |
| -2.9 | 1 | |
| -2.4 | 1 | |
| -2 | 1 | |
| -1.9 | 1 | |
| -1.6 | 1 | |
| -1.5 | 2 | |
| -1.3 | 1 |
| Value | Count | Frequency (%) |
| 27.9 | 1 | |
| 27.4 | 1 | |
| 27.2 | 1 | |
| 27.1 | 1 | |
| 26.8 | 2 | |
| 26.6 | 1 | |
| 26.5 | 2 | |
| 26.3 | 1 | |
| 26.1 | 1 | |
| 26 | 1 |
Monthly_Rainfall
Real number (ℝ)
| Distinct | 137 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108.37083 |
| Minimum | 0.5 |
|---|---|
| Maximum | 618.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 7.255 |
| Q1 | 35.75 |
| median | 72.35 |
| Q3 | 134.5 |
| 95-th percentile | 338.94 |
| Maximum | 618.1 |
| Range | 617.6 |
| Interquartile range (IQR) | 98.75 |
Descriptive statistics
| Standard deviation | 115.89879 |
|---|---|
| Coefficient of variation (CV) | 1.0694648 |
| Kurtosis | 6.1715758 |
| Mean | 108.37083 |
| Median Absolute Deviation (MAD) | 41.25 |
| Skewness | 2.3014399 |
| Sum | 15605.4 |
| Variance | 13432.529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16 | 3 | 2.1% |
| 42.4 | 2 | 1.4% |
| 36.1 | 2 | 1.4% |
| 60.2 | 2 | 1.4% |
| 56.9 | 2 | 1.4% |
| 60.7 | 2 | 1.4% |
| 37.1 | 1 | 0.7% |
| 116.1 | 1 | 0.7% |
| 43.1 | 1 | 0.7% |
| 99.3 | 1 | 0.7% |
| Other values (127) | 127 |
| Value | Count | Frequency (%) |
| 0.5 | 1 | |
| 2.2 | 1 | |
| 3.2 | 1 | |
| 3.4 | 1 | |
| 3.7 | 1 | |
| 4.4 | 1 | |
| 6.6 | 1 | |
| 7 | 1 | |
| 8.7 | 1 | |
| 8.8 | 1 |
| Value | Count | Frequency (%) |
| 618.1 | 1 | |
| 599.6 | 1 | |
| 573.3 | 1 | |
| 492.6 | 1 | |
| 431.1 | 1 | |
| 367.8 | 1 | |
| 358.5 | 1 | |
| 341.1 | 1 | |
| 326.7 | 1 | |
| 316 | 1 |
Average_Relative_Humadity
Real number (ℝ)
| Distinct | 32 |
|---|---|
| Distinct (%) | 22.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.513889 |
| Minimum | 55 |
|---|---|
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 55 |
|---|---|
| 5-th percentile | 61 |
| Q1 | 66 |
| median | 73.5 |
| Q3 | 78 |
| 95-th percentile | 83 |
| Maximum | 88 |
| Range | 33 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 7.2959287 |
|---|---|
| Coefficient of variation (CV) | 0.10061422 |
| Kurtosis | -0.66785648 |
| Mean | 72.513889 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | -0.1658478 |
| Sum | 10442 |
| Variance | 53.230575 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 71 | 12 | 8.3% |
| 75 | 11 | 7.6% |
| 80 | 10 | 6.9% |
| 76 | 9 | 6.2% |
| 74 | 8 | 5.6% |
| 64 | 8 | 5.6% |
| 65 | 7 | 4.9% |
| 78 | 6 | 4.2% |
| 81 | 5 | 3.5% |
| 77 | 5 | 3.5% |
| Other values (22) | 63 |
| Value | Count | Frequency (%) |
| 55 | 1 | 0.7% |
| 56 | 1 | 0.7% |
| 58 | 1 | 0.7% |
| 59 | 2 | 1.4% |
| 60 | 2 | 1.4% |
| 61 | 3 | 2.1% |
| 62 | 4 | |
| 63 | 4 | |
| 64 | 8 | |
| 65 | 7 |
| Value | Count | Frequency (%) |
| 88 | 1 | 0.7% |
| 87 | 2 | 1.4% |
| 86 | 2 | 1.4% |
| 84 | 2 | 1.4% |
| 83 | 4 | 2.8% |
| 82 | 3 | 2.1% |
| 81 | 5 | |
| 80 | 10 | |
| 79 | 4 | 2.8% |
| 78 | 6 |
Ground_Temp
Real number (ℝ)
| Distinct | 111 |
|---|---|
| Distinct (%) | 77.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.097917 |
| Minimum | -1.8 |
|---|---|
| Maximum | 34.2 |
| Zeros | 1 |
| Zeros (%) | 0.7% |
| Negative | 9 |
| Negative (%) | 6.2% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -1.8 |
|---|---|
| 5-th percentile | -0.1 |
| Q1 | 5.725 |
| median | 15.35 |
| Q3 | 25.05 |
| 95-th percentile | 29.9 |
| Maximum | 34.2 |
| Range | 36 |
| Interquartile range (IQR) | 19.325 |
Descriptive statistics
| Standard deviation | 10.612537 |
|---|---|
| Coefficient of variation (CV) | 0.70291399 |
| Kurtosis | -1.4209034 |
| Mean | 15.097917 |
| Median Absolute Deviation (MAD) | 9.95 |
| Skewness | -0.02861952 |
| Sum | 2174.1 |
| Variance | 112.62594 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28.5 | 3 | 2.1% |
| 21.9 | 3 | 2.1% |
| -0.1 | 2 | 1.4% |
| 29.9 | 2 | 1.4% |
| 16.1 | 2 | 1.4% |
| 6.6 | 2 | 1.4% |
| -0.5 | 2 | 1.4% |
| -1.1 | 2 | 1.4% |
| 1.2 | 2 | 1.4% |
| 25.8 | 2 | 1.4% |
| Other values (101) | 122 |
| Value | Count | Frequency (%) |
| -1.8 | 1 | |
| -1.1 | 2 | |
| -0.8 | 1 | |
| -0.5 | 2 | |
| -0.4 | 1 | |
| -0.1 | 2 | |
| 0 | 1 | |
| 0.1 | 1 | |
| 0.6 | 1 | |
| 0.9 | 1 |
| Value | Count | Frequency (%) |
| 34.2 | 1 | |
| 31.9 | 2 | |
| 30.7 | 1 | |
| 30.3 | 1 | |
| 30.2 | 1 | |
| 30.1 | 1 | |
| 29.9 | 2 | |
| 29.6 | 1 | |
| 29.3 | 2 | |
| 29.2 | 1 |
Average_Wind
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3111111 |
| Minimum | 0.8 |
|---|---|
| Maximum | 2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.8 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.175 |
| median | 1.3 |
| Q3 | 1.4 |
| 95-th percentile | 1.8 |
| Maximum | 2 |
| Range | 1.2 |
| Interquartile range (IQR) | 0.225 |
Descriptive statistics
| Standard deviation | 0.23803129 |
|---|---|
| Coefficient of variation (CV) | 0.18154929 |
| Kurtosis | 0.174775 |
| Mean | 1.3111111 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.49097175 |
| Sum | 188.8 |
| Variance | 0.056658897 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 1.2 | 27 | |
| 1.4 | 24 | |
| 1.3 | 23 | |
| 1.1 | 20 | |
| 1.5 | 14 | |
| 1 | 9 | 6.2% |
| 1.8 | 7 | 4.9% |
| 1.6 | 6 | 4.2% |
| 0.9 | 5 | 3.5% |
| 1.7 | 4 | 2.8% |
| Other values (3) | 5 | 3.5% |
| Value | Count | Frequency (%) |
| 0.8 | 2 | 1.4% |
| 0.9 | 5 | 3.5% |
| 1 | 9 | 6.2% |
| 1.1 | 20 | |
| 1.2 | 27 | |
| 1.3 | 23 | |
| 1.4 | 24 | |
| 1.5 | 14 | |
| 1.6 | 6 | 4.2% |
| 1.7 | 4 | 2.8% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.7% |
| 1.9 | 2 | 1.4% |
| 1.8 | 7 | 4.9% |
| 1.7 | 4 | 2.8% |
| 1.6 | 6 | 4.2% |
| 1.5 | 14 | |
| 1.4 | 24 | |
| 1.3 | 23 | |
| 1.2 | 27 | |
| 1.1 | 20 |
Average_Pressure
Real number (ℝ)
| Distinct | 105 |
|---|---|
| Distinct (%) | 72.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1015.4375 |
| Minimum | 1004.6 |
|---|---|
| Maximum | 1026.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1004.6 |
|---|---|
| 5-th percentile | 1005.615 |
| Q1 | 1008.875 |
| median | 1016.95 |
| Q3 | 1021.45 |
| 95-th percentile | 1025.055 |
| Maximum | 1026.5 |
| Range | 21.9 |
| Interquartile range (IQR) | 12.575 |
Descriptive statistics
| Standard deviation | 6.8646238 |
|---|---|
| Coefficient of variation (CV) | 0.0067602622 |
| Kurtosis | -1.4177477 |
| Mean | 1015.4375 |
| Median Absolute Deviation (MAD) | 6.25 |
| Skewness | -0.094067304 |
| Sum | 146223 |
| Variance | 47.123059 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1006.6 | 5 | 3.5% |
| 1005.7 | 4 | 2.8% |
| 1023.5 | 4 | 2.8% |
| 1019.1 | 3 | 2.1% |
| 1012.5 | 3 | 2.1% |
| 1025.1 | 3 | 2.1% |
| 1023.4 | 2 | 1.4% |
| 1006.7 | 2 | 1.4% |
| 1010.1 | 2 | 1.4% |
| 1006 | 2 | 1.4% |
| Other values (95) | 114 |
| Value | Count | Frequency (%) |
| 1004.6 | 1 | 0.7% |
| 1004.7 | 2 | |
| 1004.8 | 1 | 0.7% |
| 1005 | 1 | 0.7% |
| 1005.1 | 1 | 0.7% |
| 1005.5 | 1 | 0.7% |
| 1005.6 | 1 | 0.7% |
| 1005.7 | 4 | |
| 1005.9 | 2 | |
| 1006 | 2 |
| Value | Count | Frequency (%) |
| 1026.5 | 1 | 0.7% |
| 1026.4 | 1 | 0.7% |
| 1026.3 | 1 | 0.7% |
| 1026.2 | 1 | 0.7% |
| 1025.5 | 1 | 0.7% |
| 1025.1 | 3 | |
| 1024.8 | 1 | 0.7% |
| 1024.5 | 2 | |
| 1024.3 | 2 | |
| 1024.2 | 2 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| water_supply | 1.000 | -0.926 | 0.925 | -0.935 | -0.928 | -0.913 | -0.255 | 0.935 | 0.417 | 0.860 | -0.746 | 0.907 | 0.538 | -0.882 | 0.890 | 0.932 | 0.648 | 0.935 | 0.935 | 0.229 | 0.140 | 0.364 | 0.235 | -0.322 | -0.136 |
| Total_Population | -0.926 | 1.000 | -0.975 | 0.987 | 0.998 | 0.996 | 0.206 | -0.991 | -0.506 | -0.907 | 0.807 | -0.967 | -0.558 | 0.909 | -0.966 | -0.985 | -0.690 | -0.982 | -0.985 | -0.063 | -0.010 | -0.262 | -0.077 | 0.322 | -0.024 |
| Households | 0.925 | -0.975 | 1.000 | -0.993 | -0.979 | -0.962 | -0.223 | 0.989 | 0.519 | 0.905 | -0.816 | 0.965 | 0.524 | -0.928 | 0.955 | 0.989 | 0.699 | 0.988 | 0.990 | 0.035 | -0.012 | 0.265 | 0.042 | -0.332 | 0.051 |
| Population_per_Households | -0.935 | 0.987 | -0.993 | 1.000 | 0.992 | 0.973 | 0.249 | -0.998 | -0.519 | -0.914 | 0.802 | -0.972 | -0.537 | 0.920 | -0.962 | -0.996 | -0.704 | -0.996 | -0.997 | -0.051 | 0.002 | -0.261 | -0.061 | 0.334 | -0.035 |
| Male_Population | -0.928 | 0.998 | -0.979 | 0.992 | 1.000 | 0.991 | 0.232 | -0.995 | -0.517 | -0.910 | 0.807 | -0.970 | -0.555 | 0.907 | -0.967 | -0.990 | -0.697 | -0.987 | -0.989 | -0.052 | -0.004 | -0.259 | -0.065 | 0.322 | -0.032 |
| Female_Population | -0.913 | 0.996 | -0.962 | 0.973 | 0.991 | 1.000 | 0.151 | -0.979 | -0.492 | -0.900 | 0.819 | -0.959 | -0.557 | 0.903 | -0.958 | -0.972 | -0.676 | -0.969 | -0.971 | -0.071 | -0.017 | -0.256 | -0.083 | 0.314 | -0.020 |
| Male_Female_Ratio | -0.255 | 0.206 | -0.223 | 0.249 | 0.232 | 0.151 | 1.000 | -0.243 | -0.110 | -0.189 | -0.019 | -0.233 | -0.211 | 0.098 | -0.172 | -0.235 | 0.015 | -0.253 | -0.252 | -0.041 | -0.070 | -0.289 | -0.054 | 0.174 | 0.011 |
| Population_aging_Ratio | 0.935 | -0.991 | 0.989 | -0.998 | -0.995 | -0.979 | -0.243 | 1.000 | 0.517 | 0.911 | -0.801 | 0.971 | 0.543 | -0.916 | 0.964 | 0.995 | 0.702 | 0.994 | 0.996 | 0.052 | -0.005 | 0.266 | 0.062 | -0.342 | 0.038 |
| Power_usage | 0.417 | -0.506 | 0.519 | -0.519 | -0.517 | -0.492 | -0.110 | 0.517 | 1.000 | 0.424 | -0.448 | 0.507 | 0.287 | -0.508 | 0.526 | 0.552 | 0.409 | 0.470 | 0.480 | -0.612 | -0.416 | -0.196 | -0.605 | -0.198 | 0.585 |
| Num_of_Business | 0.860 | -0.907 | 0.905 | -0.914 | -0.910 | -0.900 | -0.189 | 0.911 | 0.424 | 1.000 | -0.648 | 0.902 | 0.455 | -0.855 | 0.854 | 0.907 | 0.659 | 0.915 | 0.916 | 0.099 | 0.061 | 0.270 | 0.108 | -0.274 | -0.007 |
| Business_above_100 | -0.746 | 0.807 | -0.816 | 0.802 | 0.807 | 0.819 | -0.019 | -0.801 | -0.448 | -0.648 | 1.000 | -0.788 | -0.540 | 0.796 | -0.814 | -0.809 | -0.561 | -0.793 | -0.796 | 0.019 | 0.047 | -0.068 | 0.015 | 0.193 | -0.069 |
| complex_area | 0.907 | -0.967 | 0.965 | -0.972 | -0.970 | -0.959 | -0.233 | 0.971 | 0.507 | 0.902 | -0.788 | 1.000 | 0.502 | -0.895 | 0.940 | 0.969 | 0.705 | 0.971 | 0.972 | 0.031 | -0.010 | 0.262 | 0.045 | -0.338 | 0.054 |
| annual_household_income | 0.538 | -0.558 | 0.524 | -0.537 | -0.555 | -0.557 | -0.211 | 0.543 | 0.287 | 0.455 | -0.540 | 0.502 | 1.000 | -0.629 | 0.517 | 0.538 | 0.028 | 0.530 | 0.533 | 0.010 | 0.046 | 0.041 | 0.016 | -0.143 | 0.011 |
| High_School_Graduate_num | -0.882 | 0.909 | -0.928 | 0.920 | 0.907 | 0.903 | 0.098 | -0.916 | -0.508 | -0.855 | 0.796 | -0.895 | -0.629 | 1.000 | -0.860 | -0.923 | -0.566 | -0.909 | -0.912 | -0.035 | -0.012 | -0.201 | -0.039 | 0.290 | -0.045 |
| High_School_Graduate_ratio | 0.890 | -0.966 | 0.955 | -0.962 | -0.967 | -0.958 | -0.172 | 0.964 | 0.526 | 0.854 | -0.814 | 0.940 | 0.517 | -0.860 | 1.000 | 0.965 | 0.783 | 0.957 | 0.959 | 0.027 | -0.035 | 0.205 | 0.040 | -0.284 | 0.037 |
| personal_expense | 0.932 | -0.985 | 0.989 | -0.996 | -0.990 | -0.972 | -0.235 | 0.995 | 0.552 | 0.907 | -0.809 | 0.969 | 0.538 | -0.923 | 0.965 | 1.000 | 0.706 | 0.988 | 0.991 | 0.029 | -0.016 | 0.220 | 0.041 | -0.303 | 0.042 |
| benefits_vs_personal_expense | 0.648 | -0.690 | 0.699 | -0.704 | -0.697 | -0.676 | 0.015 | 0.702 | 0.409 | 0.659 | -0.561 | 0.705 | 0.028 | -0.566 | 0.783 | 0.706 | 1.000 | 0.710 | 0.707 | 0.017 | -0.059 | 0.113 | 0.027 | -0.134 | 0.030 |
| employment_ratio | 0.935 | -0.982 | 0.988 | -0.996 | -0.987 | -0.969 | -0.253 | 0.994 | 0.470 | 0.915 | -0.793 | 0.971 | 0.530 | -0.909 | 0.957 | 0.988 | 0.710 | 1.000 | 0.999 | 0.095 | 0.028 | 0.283 | 0.104 | -0.334 | -0.001 |
| employment_insurance_ratio | 0.935 | -0.985 | 0.990 | -0.997 | -0.989 | -0.971 | -0.252 | 0.996 | 0.480 | 0.916 | -0.796 | 0.972 | 0.533 | -0.912 | 0.959 | 0.991 | 0.707 | 0.999 | 1.000 | 0.084 | 0.020 | 0.275 | 0.095 | -0.334 | 0.007 |
| Average_Temp | 0.229 | -0.063 | 0.035 | -0.051 | -0.052 | -0.071 | -0.041 | 0.052 | -0.612 | 0.099 | 0.019 | 0.031 | 0.010 | -0.035 | 0.027 | 0.029 | 0.017 | 0.095 | 0.084 | 1.000 | 0.712 | 0.498 | 0.994 | 0.192 | -0.923 |
| Monthly_Rainfall | 0.140 | -0.010 | -0.012 | 0.002 | -0.004 | -0.017 | -0.070 | -0.005 | -0.416 | 0.061 | 0.047 | -0.010 | 0.046 | -0.012 | -0.035 | -0.016 | -0.059 | 0.028 | 0.020 | 0.712 | 1.000 | 0.554 | 0.687 | 0.198 | -0.678 |
| Average_Relative_Humadity | 0.364 | -0.262 | 0.265 | -0.261 | -0.259 | -0.256 | -0.289 | 0.266 | -0.196 | 0.270 | -0.068 | 0.262 | 0.041 | -0.201 | 0.205 | 0.220 | 0.113 | 0.283 | 0.275 | 0.498 | 0.554 | 1.000 | 0.478 | -0.423 | -0.353 |
| Ground_Temp | 0.235 | -0.077 | 0.042 | -0.061 | -0.065 | -0.083 | -0.054 | 0.062 | -0.605 | 0.108 | 0.015 | 0.045 | 0.016 | -0.039 | 0.040 | 0.041 | 0.027 | 0.104 | 0.095 | 0.994 | 0.687 | 0.478 | 1.000 | 0.202 | -0.928 |
| Average_Wind | -0.322 | 0.322 | -0.332 | 0.334 | 0.322 | 0.314 | 0.174 | -0.342 | -0.198 | -0.274 | 0.193 | -0.338 | -0.143 | 0.290 | -0.284 | -0.303 | -0.134 | -0.334 | -0.334 | 0.192 | 0.198 | -0.423 | 0.202 | 1.000 | -0.383 |
| Average_Pressure | -0.136 | -0.024 | 0.051 | -0.035 | -0.032 | -0.020 | 0.011 | 0.038 | 0.585 | -0.007 | -0.069 | 0.054 | 0.011 | -0.045 | 0.037 | 0.042 | 0.030 | -0.001 | 0.007 | -0.923 | -0.678 | -0.353 | -0.928 | -0.383 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2010-01-01 | 31840.000000 | 127073.0 | 52494.0 | 2.420715 | 63799.0 | 63274.0 | 1.008297 | 19.2 | 107303000.0 | 3358.0 | 34.0 | 2296252.0 | 528.0 | 1924.0 | 1.154862 | 42448436.0 | 63.3 | 15722.0 | 0.123724 | -2.4 | 37.1 | 72.0 | -0.1 | 1.2 | 1023.4 |
| 2010-02-01 | 30426.928571 | 127025.0 | 52558.0 | 2.416854 | 63808.0 | 63217.0 | 1.009349 | 19.3 | 104995000.0 | 3520.0 | 35.0 | 2296252.0 | 528.0 | 1924.0 | 1.154862 | 42448436.0 | 63.3 | 15904.0 | 0.125204 | 2.2 | 89.5 | 69.0 | 3.5 | 1.4 | 1020.2 |
| 2010-03-01 | 29786.548387 | 126914.0 | 52539.0 | 2.415615 | 63755.0 | 63159.0 | 1.009437 | 19.3 | 95270000.0 | 3762.0 | 32.0 | 2286183.0 | 528.0 | 1924.0 | 1.154862 | 42448436.0 | 63.3 | 16336.0 | 0.128717 | 5.7 | 94.9 | 65.0 | 6.9 | 2.0 | 1019.1 |
| 2010-04-01 | 30171.366667 | 126912.0 | 52541.0 | 2.415485 | 63740.0 | 63172.0 | 1.008991 | 19.4 | 92099000.0 | 4062.0 | 35.0 | 2286183.0 | 528.0 | 1924.0 | 1.154862 | 42448436.0 | 63.3 | 16566.0 | 0.130531 | 9.7 | 69.6 | 62.0 | 12.3 | 1.8 | 1017.1 |
| 2010-05-01 | 30755.258065 | 126836.0 | 52557.0 | 2.413304 | 63712.0 | 63124.0 | 1.009315 | 19.4 | 80761000.0 | 3322.0 | 34.0 | 2286183.0 | 528.0 | 1924.0 | 1.154862 | 42448436.0 | 63.3 | 16759.0 | 0.132131 | 17.3 | 140.7 | 68.0 | 20.8 | 1.7 | 1009.9 |
| 2010-06-01 | 31251.966667 | 126720.0 | 52537.0 | 2.412014 | 63663.0 | 63057.0 | 1.009610 | 19.4 | 78668000.0 | 3519.0 | 35.0 | 2285686.0 | 528.0 | 1924.0 | 1.154862 | 42448436.0 | 63.3 | 16747.0 | 0.132158 | 23.0 | 36.1 | 69.0 | 29.2 | 1.4 | 1008.3 |
| 2010-07-01 | 31967.322581 | 126568.0 | 52542.0 | 2.408892 | 63615.0 | 62953.0 | 1.010516 | 19.5 | 77871000.0 | 3000.0 | 36.0 | 2285686.0 | 528.0 | 1924.0 | 1.154862 | 42448436.0 | 63.3 | 16658.0 | 0.131613 | 25.9 | 262.1 | 77.0 | 29.6 | 1.5 | 1006.6 |
| 2010-08-01 | 33200.645161 | 126477.0 | 52565.0 | 2.406107 | 63573.0 | 62904.0 | 1.010635 | 19.5 | 83033000.0 | 3137.0 | 39.0 | 2285686.0 | 528.0 | 1924.0 | 1.154862 | 42448436.0 | 63.3 | 16610.0 | 0.131328 | 27.2 | 431.1 | 80.0 | 30.1 | 1.3 | 1009.1 |
| 2010-09-01 | 32331.033333 | 126496.0 | 52611.0 | 2.404364 | 63565.0 | 62931.0 | 1.010075 | 19.5 | 80897000.0 | 3235.0 | 40.0 | 2285686.0 | 528.0 | 1924.0 | 1.154862 | 42448436.0 | 63.3 | 16764.0 | 0.132526 | 22.4 | 149.8 | 72.0 | 24.1 | 1.3 | 1012.2 |
| 2010-10-01 | 30226.096774 | 127675.0 | 53687.0 | 2.378136 | 64067.0 | 63608.0 | 1.007216 | 19.5 | 73762000.0 | 2952.0 | 39.0 | 2285686.0 | 528.0 | 1924.0 | 1.154862 | 42448436.0 | 63.3 | 17055.0 | 0.133581 | 14.1 | 17.8 | 68.0 | 15.3 | 1.2 | 1018.0 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2021-03-01 | 41169.161290 | 115573.0 | 57510.0 | 2.009616 | 57835.0 | 57738.0 | 1.001680 | 27.0 | 122521414.0 | 5798.0 | 30.0 | 2905652.0 | 762.0 | 1371.0 | 1.345437 | 85134538.0 | 95.7 | 25497.0 | 0.220614 | 8.5 | 95.7 | 71.0 | 10.2 | 1.1 | 1019.1 |
| 2021-04-01 | 40891.600000 | 115520.0 | 57604.0 | 2.005416 | 57810.0 | 57710.0 | 1.001733 | 27.1 | 112741732.0 | 6047.0 | 29.0 | 2905652.0 | 762.0 | 1371.0 | 1.345437 | 85134538.0 | 95.7 | 25795.0 | 0.223295 | 13.5 | 42.3 | 61.0 | 16.0 | 1.4 | 1017.6 |
| 2021-05-01 | 41267.838710 | 115431.0 | 57702.0 | 2.000468 | 57742.0 | 57689.0 | 1.000919 | 27.2 | 103769624.0 | 6316.0 | 29.0 | 2905652.0 | 762.0 | 1371.0 | 1.345437 | 85134538.0 | 95.7 | 25887.0 | 0.224264 | 16.6 | 136.9 | 75.0 | 19.5 | 1.3 | 1008.8 |
| 2021-06-01 | 43739.700000 | 115305.0 | 57753.0 | 1.996520 | 57674.0 | 57631.0 | 1.000746 | 27.3 | 108200839.0 | 6361.0 | 29.0 | 2905652.0 | 762.0 | 1371.0 | 1.345437 | 85134538.0 | 95.7 | 25991.0 | 0.225411 | 22.3 | 76.9 | 78.0 | 26.5 | 1.1 | 1007.1 |
| 2021-07-01 | 45115.709677 | 115239.0 | 57819.0 | 1.993099 | 57624.0 | 57615.0 | 1.000156 | 27.3 | 113196566.0 | 6220.0 | 28.0 | 2905652.0 | 762.0 | 1371.0 | 1.345437 | 85134538.0 | 95.7 | 25940.0 | 0.225097 | 26.6 | 187.7 | 80.0 | 30.7 | 1.1 | 1007.3 |
| 2021-08-01 | 45046.258065 | 115155.0 | 57881.0 | 1.989513 | 57567.0 | 57588.0 | 0.999635 | 27.4 | 127829997.0 | 5687.0 | 28.0 | 2905652.0 | 762.0 | 1371.0 | 1.345437 | 85134538.0 | 95.7 | 26100.0 | 0.226651 | 25.2 | 227.6 | 82.0 | 29.1 | 1.2 | 1007.8 |
| 2021-09-01 | 43490.833333 | 114942.0 | 57957.0 | 1.983229 | 57426.0 | 57516.0 | 0.998435 | 27.5 | 112796840.0 | 5969.0 | 28.0 | 2905652.0 | 762.0 | 1371.0 | 1.345437 | 85134538.0 | 95.7 | 26229.0 | 0.228193 | 21.8 | 187.1 | 81.0 | 24.4 | 1.3 | 1012.6 |
| 2021-10-01 | 42811.580645 | 114769.0 | 57990.0 | 1.979117 | 57304.0 | 57465.0 | 0.997198 | 27.6 | 103670972.0 | 6427.0 | 28.0 | 2905652.0 | 762.0 | 1371.0 | 1.345437 | 85134538.0 | 95.7 | 26221.0 | 0.228468 | 14.7 | 36.9 | 81.0 | 17.6 | 0.8 | 1020.2 |
| 2021-11-01 | 42466.966667 | 114662.0 | 58030.0 | 1.975909 | 57269.0 | 57393.0 | 0.997839 | 27.7 | 119925625.0 | 6962.0 | 28.0 | 2905652.0 | 762.0 | 1371.0 | 1.345437 | 85134538.0 | 95.7 | 26281.0 | 0.229204 | 7.7 | 73.4 | 83.0 | 9.1 | 0.9 | 1018.4 |
| 2021-12-01 | 41401.225806 | 114483.0 | 58048.0 | 1.972213 | 57147.0 | 57336.0 | 0.996704 | 27.8 | 126918999.0 | 7320.0 | 28.0 | 2905652.0 | 762.0 | 1371.0 | 1.345437 | 85134538.0 | 95.7 | 25392.0 | 0.221797 | 1.2 | 8.7 | 76.0 | 2.1 | 1.1 | 1023.7 |